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Forecast Business Metrics: Uncover Value Drivers · LearnSpace
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Forecast Business Metrics: Uncover Value Drivers

Курс от Coursera
Средний≈ 2.6 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this short, practical course, you’ll learn how to use supervised learning to forecast key business metrics and uncover the drivers that shape performance. Through hands-on exercises in Python, you’ll build and tune regression and gradient-boosted models to predict outcomes such as next-quarter EBITDA. Then, you’ll apply explainable AI techniques, including SHAP and feature importance, to translate model outputs into clear, actionable business insights. By the end of the course, you’ll be able to evaluate forecast accuracy, identify which variables truly drive results, and communicate your findings in simple, stakeholder-ready language. Designed for analysts and data professionals, this course helps you connect data science methods to real-world business forecasting and decision-making.

Навыки, которые вы освоите

Model EvaluationSupervised LearningRegression AnalysisForecastingPredictive ModelingBusiness MetricsApplied Machine LearningTechnical CommunicationFinancial ForecastingModel TrainingData StorytellingData-Driven Decision-MakingPredictive AnalyticsStakeholder CommunicationsAdvanced AnalyticsPerformance AnalysisBusiness AnalyticsData Science

Программа курса

1 модулей · 16 учебных материалов

01Forecast Business Metrics: Uncover Value Drivers16 материалов

Forecasting with Supervised Learning

Introduction and Why Forecasts Drive Better Business DecisionsВидеоWhat Metrics Would You Forecast in Your Role?DIALOGUESupervised methods for Business ForecastingЧтениеGradient Boosting vs. Linear Models: Choosing What WorksВидео

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Forecast Business Metrics: Uncover Value Drivers
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Обучение на Coursera

≈ 2.6 ч

1 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Пушту, Испанский, Дари, Японский

Часть программы вашего университета
Hands-on Activity: Build a Forecasting Model in Python (follow-along Jupyter activity)Задание
From Data to Decisions: Evaluating Forecast AccuracyЧтение
Tune and Compare Models for EBITDA ForecastЗадание

Uncovering Value Drivers with Explainable AI

Which Drivers Would You Present to Executives?DIALOGUEFrom Accuracy to Insight: Why Explainability MattersВидеоFeature Importance and SHAP: Making Models TransparentЧтение Interpreting SHAP Plots: Ranking the Top 10 Value DriversВидеоHands-on Activity: Generate SHAP Plots for Your Best ModelЗаданиеTurning Model Insights into Stakeholder SlidesЧтениеSummarize and Visualize the Top 10 Predictors of EBITDAЗаданиеCongratulations and Continuous LearningВидеоGraded Quiz: Forecast Business MetricsЗадание